facebookarchive / eyescream

natural image generation using ConvNets

The Eyescream Project

Generating Natural Images using Neural Networks.

For our research summary on this work, please read the Arxiv paper: http://arxiv.org/abs/1506.05751

For a high-level blog post with a live demo, please go to this website: http://soumith.ch/eyescream

This repository contains the code to train neural networks and reproduce our results from scratch.

Requirements

Eyescream requires or works with

• Mac OS X or Linux
• NVIDIA GPU with compute capability of 3.5 or above.

Installing Dependencies

• Install Torch
• Install the nngraph and tds packages:

luarocks install tds
luarocks install nngraph

Training your neural networks

• If you want to train the CIFAR-10 image generators, read the README in the cifar/ folder
• If you want to train the LSUN/Imagenet image generators, read the README in the lsun/ folder

Discuss the paper/code at

• groups.google.com/forum/#!forum/torch7

See the CONTRIBUTING file for how to help out.

License

Eyescream is BSD-licensed. We also provide an additional patent grant.